110 lines
5.6 KiB
Python
110 lines
5.6 KiB
Python
from flask import current_app
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from flask_wtf import FlaskForm
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from wtforms import (StringField, PasswordField, BooleanField, SubmitField, EmailField, IntegerField, DateField,
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SelectField, SelectMultipleField, FieldList, FormField, FloatField, TextAreaField)
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from wtforms.validators import DataRequired, Length, Email, NumberRange, Optional
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import pytz
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from common.models.user import Role
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class TenantForm(FlaskForm):
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name = StringField('Name', validators=[DataRequired(), Length(max=80)])
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website = StringField('Website', validators=[DataRequired(), Length(max=255)])
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# language fields
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default_language = SelectField('Default Language', choices=[], validators=[DataRequired()])
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allowed_languages = SelectMultipleField('Allowed Languages', choices=[], validators=[DataRequired()])
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# Timezone
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timezone = SelectField('Timezone', choices=[], validators=[DataRequired()])
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# RAG context
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rag_context = TextAreaField('RAG Context', validators=[Optional()])
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# LLM fields
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embedding_model = SelectField('Embedding Model', choices=[], validators=[DataRequired()])
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llm_model = SelectField('Large Language Model', choices=[], validators=[DataRequired()])
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# license fields
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license_start_date = DateField('License Start Date', id='form-control datepicker', validators=[Optional()])
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license_end_date = DateField('License End Date', id='form-control datepicker', validators=[Optional()])
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allowed_monthly_interactions = IntegerField('Allowed Monthly Interactions', validators=[NumberRange(min=0)])
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# Embedding variables
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html_tags = StringField('HTML Tags', validators=[DataRequired()],
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default='p, h1, h2, h3, h4, h5, h6, li')
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html_end_tags = StringField('HTML End Tags', validators=[DataRequired()],
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default='p, li')
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html_included_elements = StringField('HTML Included Elements', validators=[Optional()])
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html_excluded_elements = StringField('HTML Excluded Elements', validators=[Optional()])
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min_chunk_size = IntegerField('Minimum Chunk Size (2000)', validators=[NumberRange(min=0), Optional()], default=2000)
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max_chunk_size = IntegerField('Maximum Chunk Size (3000)', validators=[NumberRange(min=0), Optional()], default=3000)
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# Embedding Search variables
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es_k = IntegerField('Limit for Searching Embeddings (5)',
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default=5,
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validators=[NumberRange(min=0)])
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es_similarity_threshold = FloatField('Similarity Threshold for Searching Embeddings (0.5)',
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default=0.5,
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validators=[NumberRange(min=0, max=1)])
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# Chat Variables
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chat_RAG_temperature = FloatField('RAG Temperature', default=0.3, validators=[NumberRange(min=0, max=1)])
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chat_no_RAG_temperature = FloatField('No RAG Temperature', default=0.5, validators=[NumberRange(min=0, max=1)])
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fallback_algorithms = SelectMultipleField('Fallback Algorithms', choices=[], validators=[Optional()])
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# Tuning variables
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embed_tuning = BooleanField('Enable Embedding Tuning', default=False)
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rag_tuning = BooleanField('Enable RAG Tuning', default=False)
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submit = SubmitField('Submit')
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def __init__(self, *args, **kwargs):
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super(TenantForm, self).__init__(*args, **kwargs)
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# initialise language fields
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self.default_language.choices = [(lang, lang.lower()) for lang in current_app.config['SUPPORTED_LANGUAGES']]
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self.allowed_languages.choices = [(lang, lang.lower()) for lang in current_app.config['SUPPORTED_LANGUAGES']]
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# initialise timezone
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self.timezone.choices = [(tz, tz) for tz in pytz.all_timezones]
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# initialise LLM fields
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self.embedding_model.choices = [(model, model) for model in current_app.config['SUPPORTED_EMBEDDINGS']]
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self.llm_model.choices = [(model, model) for model in current_app.config['SUPPORTED_LLMS']]
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# Initialize fallback algorithms
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self.fallback_algorithms.choices = \
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[(algorithm, algorithm.lower()) for algorithm in current_app.config['FALLBACK_ALGORITHMS']]
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class BaseUserForm(FlaskForm):
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user_name = StringField('Name', validators=[DataRequired(), Length(max=80)])
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email = EmailField('Email', validators=[DataRequired(), Email()])
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first_name = StringField('First Name', validators=[DataRequired(), Length(max=80)])
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last_name = StringField('Last Name', validators=[DataRequired(), Length(max=80)])
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valid_to = DateField('Valid to', id='form-control datepicker', validators=[Optional()])
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tenant_id = IntegerField('Tenant ID', validators=[NumberRange(min=0)])
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roles = SelectMultipleField('Roles', coerce=int)
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def __init__(self, *args, **kwargs):
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super(BaseUserForm, self).__init__(*args, **kwargs)
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self.roles.choices = [(role.id, role.name) for role in Role.query.all()]
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class CreateUserForm(BaseUserForm):
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submit = SubmitField('Create User')
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class EditUserForm(BaseUserForm):
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submit = SubmitField('Save User')
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class RoleForm(FlaskForm):
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# This subform will represent a single checkbox for each role
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role_id = StringField('Role ID')
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checked = BooleanField('Assigned')
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class UserRoleForm(FlaskForm):
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email = EmailField('Email', validators=[DataRequired(), Email()])
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roles = FieldList(FormField(RoleForm), min_entries=1)
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submit = SubmitField('Update Roles')
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class TenantDomainForm(FlaskForm):
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domain = StringField('Domain', validators=[DataRequired(), Length(max=80)])
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valid_to = DateField('Valid to', id='form-control datepicker', validators=[Optional()])
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submit = SubmitField('Add Domain')
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